{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 金庸的武侠世界"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "金庸老爷子一共写了15部武侠小说，它们分别是：\n",
    "\n",
    "- 《飞狐外传》（1960年）\n",
    "- 《雪山飞狐》（1959年）\n",
    "- 《连城诀》（1963年）\n",
    "- 《天龙八部》（1963年）\n",
    "- 《射雕英雄传》（1957年）\n",
    "- 《白马啸西风》（1961年）\n",
    "- 《鹿鼎记》（1969年）\n",
    "- 《笑傲江湖》（1967年）\n",
    "- 《书剑恩仇录》（1955年）\n",
    "- 《神雕侠侣》（1959年）\n",
    "- 《侠客行》（1965年）\n",
    "- 《倚天屠龙记》（1961年）\n",
    "- 《碧血剑》（1956年）\n",
    "- 《鸳鸯刀》（1961年）\n",
    "- 《越女剑》（1970年）\n",
    "\n",
    "我们现在就用 `Python` 来探索一下金庸小说中的武侠世界吧。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 准备工作"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "再处理小说之前，我们需要先做一些准备工作。\n",
    "\n",
    "因为涉及中文字符，所以我们使用 `__future__` 中 Python 3 的特性，将所有的字符串转为 `unicode`。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from __future__ import unicode_literals"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "再来我们解决图像里中文字符显示的问题，Matplotlib虽然支持 `unicode` 编码，但是直接输出中文字体会出现问题。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWoAAAEKCAYAAAA7LB+5AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc33c083890>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import scipy as sp\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "x = range(10)\n",
    "plt.plot(x)\n",
    "plt.title(\"中文\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "出现上图的原因是它找不到合适的中文字体去显示中文，为此，我们可以去寻找一些支持中文的字体来进行设置。\n",
    "\n",
    "`Windows 7` 及以上的系统中，字体位置为 `C:/Windows/Fonts`，例如：\n",
    "- 宋体：`C:/Windows/Fonts/simsun.ttc`\n",
    "\n",
    "`Linux` 系统可以通过 `fc-list` 命令查看已有的字体和相应的位置，例如：\n",
    "- `/usr/share/fonts/truetype/osx-font-family/Songti.ttc: Songti TC,宋體\\-繁,宋体\\-繁:style=Bold,粗體,粗体`\n",
    "- `/usr/share/fonts/truetype/osx-font-family/Devanagari Sangam MN.ttc: Devanagari Sangam MN,देवनागरी संगम एम॰एन॰:style=Bold,粗體,Fed,Fett,Puolilihava,Gras,Grassetto,ボールド,볼드체,Vet,Fet,Negrito,Жирный,बोल्ड,粗体,Negrita`\n",
    "- `/usr/share/fonts/truetype/osx-font-family/Iowan Old Style.ttc: Iowan Old Style,Iowan Old Style Black:style=Black Italic,Italic`\n",
    "\n",
    "也可以从网上直接下载字体\n",
    "- 比如 `Yahei Consolas` 的字体 `YaHei.Consolas.1.11b.ttf`。\n",
    "\n",
    "找到了字体的位置，我们可以使用 `matplotlib.font_manager` 中的 `FontProperties` 导入字体：\n",
    "\n",
    "    font_xxx = FontProperties(fname=\"/usr/share/fonts/truetype/osx-font-family/Songti.ttc\")\n",
    "    font_xxx = FontProperties(fname=\"C://Windows//Fonts//simsun.ttc\")\n",
    "\n",
    "为了方便，我们不使用字体的绝对路径导入，而是将需要的字体放在程序对应的文件夹下：\n",
    "\n",
    "- `simsum.ttc`\n",
    "- `YaHei.Consolas.1.11b.ttf`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from matplotlib.font_manager import FontProperties\n",
    "\n",
    "font_simsum = FontProperties(fname=\"simsun.ttc\")\n",
    "font_yahei_consolas = FontProperties(fname=\"YaHei.Consolas.1.11b.ttf\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "在绘图的时候进行设置："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWoAAAELCAYAAADwcMwcAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAYjUkrBdjQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc322957f10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = range(10)\n",
    "plt.plot(x)\n",
    "plt.title(\"中文\", fontproperties=font_yahei_consolas, fontsize=14)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 小说概览"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "我们从网上找到金庸小说的 txt 全文，放在 `novels` 文件夹中："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "书剑恩仇录.txt\t天龙八部.txt\t碧血剑.txt    越女剑.txt    飞狐外传.txt\r\n",
      "侠客行.txt\t射雕英雄传.txt\t神雕侠侣.txt  连城诀.txt    鸳鸯刀.txt\r\n",
      "倚天屠龙记.txt\t白马啸西风.txt\t笑傲江湖.txt  雪山飞狐.txt  鹿鼎记.txt\r\n"
     ]
    }
   ],
   "source": [
    "!ls novels"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "先一睹为快："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "﻿\n",
      "　　鸳鸯刀\n",
      "　　四个劲装结束的汉子并肩而立，拦在当路！\n",
      "　　若是黑道上山寨的强人，不会只有四个，莫非在这黑沉沉的松林之中，暗中还埋伏下大批人手？如是剪径的小贼，见了这么声势浩大的镖队，远避之唯恐不及，哪敢这般大模大样的拦路挡道？难道竟是武林高手，冲着自己而来？\n",
      "　　凝神打量四人：最左一人短小精悍，下巴尖削，手中拿着一对峨嵋钢刺。第二个又高又肥，便如是一座铁塔摆在地下，身前放着一块大石碑，碑上写的是“先考黄府君诚本之墓”，这自是一块墓碑了，不知放在身前有何用意？黄诚本？没听说江湖上有这么一位前辈高手啊！第三个中等身材，白净脸皮，若不是一副牙齿向外凸出了一寸，一个鼻头低陷了半寸，倒算得上是一位相貌英俊的人物，他手中拿的是一对流星锤。最右边的是个病夫模样的中年人，衣衫褴褛，咬着一根旱烟管，双目似睁似闭，嘴里慢慢喷着烟雾，竟是没将这一队七十来人的镖队瞧在眼里。\n",
      "　　那三人倒还罢了，这病夫定是个内功深湛的劲敌。顷刻之间，江湖上许多轶闻往事涌上了心头：一个白发婆婆空手杀死了五名镖头，劫走了一支大镖；一个老乞丐大闹太原府公堂，割去了知府的首级，倏然间不知去向；一个美貌大姑娘打倒了晋北大同府享名二十余年的张大拳师……越是貌不惊人、满不在乎的人物，越是武功了得，江湖上有言道：“真人不露相，露相不真人。”\n",
      "　　瞧着这个闭目抽烟的病夫，陕西西安府威信镖局的总镖头、“铁鞭镇八方”周威信不由得深自踌躇起来，不由自主的伸手去摸了一摸背上的包袱。\n"
     ]
    }
   ],
   "source": [
    "with open('novels/鸳鸯刀.txt') as f:\n",
    "    # 去掉结尾的换行符\n",
    "    data = [line.strip().decode('utf8') for line in f.readlines()]\n",
    "\n",
    "for line in data[:13]:\n",
    "    if line.strip():\n",
    "        print line"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 出场人物"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "接着，我们先找到金庸小说中所有出场的人物，放到 names.txt 文件中，其格式为：\n",
    "\n",
    "```\n",
    "小说1\n",
    "人物1 人物2 ……\n",
    "小说2\n",
    "人物1 人物2 ……\n",
    "小说3\n",
    "人物1 人物2 ……\n",
    "……\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "刀白凤\n",
      "丁春秋\n",
      "马夫人\n",
      "马五德\n",
      "小翠\n",
      "于光豪\n",
      "巴天石\n",
      "不平道人\n",
      "邓百川\n",
      "风波恶\n",
      "甘宝宝\n",
      "公冶乾\n",
      "木婉清\n",
      "包不同\n",
      "天狼子\n",
      "太皇太后\n",
      "王语嫣\n",
      "乌老大\n",
      "无崖子\n",
      "云岛主\n"
     ]
    }
   ],
   "source": [
    "with open('names.txt') as f:\n",
    "    # 去掉结尾的换行符\n",
    "    data = [line.strip().decode('utf8') for line in f.readlines()]\n",
    "\n",
    "novels = data[::2]\n",
    "names = data[1::2]\n",
    "\n",
    "novel_names = {k: v.split() for k, v in zip(novels, names)}\n",
    "\n",
    "for name in novel_names['天龙八部'][:20]:\n",
    "    print name"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 寻找主角光环"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "我们来看看人物在小说中的出场次数统计。\n",
    "\n",
    "显然出场次数越多，自然主角光环越强，我们定义一个函数寻找小说中主角光环最强的几个人："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def find_main_charecters(novel, num=10):\n",
    "    with open('novels/{}.txt'.format(novel)) as f:\n",
    "        data = f.read().decode('utf8')\n",
    "    count = []\n",
    "    for name in novel_names[novel]:\n",
    "        count.append([name, data.count(name)])\n",
    "    count.sort(key=lambda x: x[1])\n",
    "    _, ax = plt.subplots()\n",
    "    \n",
    "    numbers = [x[1] for x in count[-num:]]\n",
    "    names = [x[0] for x in count[-num:]]\n",
    "    ax.barh(range(num), numbers, color='red', align='center')\n",
    "    ax.set_title(novel, fontsize=14, fontproperties=font_yahei_consolas)\n",
    "    ax.set_yticks(range(num))\n",
    "    ax.set_yticklabels(names, fontsize=14, fontproperties=font_yahei_consolas)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "天龙八部："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZcAAAEMCAYAAAAIx/uNAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nrkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3228b7790>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "find_main_charecters(\"天龙八部\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "显然，就《天龙八部》来说，萧（乔）峰，段誉，虚竹这三兄弟的主角光环最强。\n",
    "\n",
    "再看射雕三部曲："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZcAAAEMCAYAAAAIx/uNAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRMcluERERMcluERERMf9/77pIpyKn3HPAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc321f176d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZcAAAELCAYAAAAVwss1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n9BtKGLNTAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc321e6ce90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAaUAAAEMCAYAAABkwamIAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3228f45d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "find_main_charecters(\"射雕英雄传\")\n",
    "find_main_charecters(\"神雕侠侣\")\n",
    "find_main_charecters(\"倚天屠龙记\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Word2Vec"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "接下来，我们将使用一些机器学习的观点来处理这些小说。\n",
    "\n",
    "`Word2Vec` 是一款将词表征为实数值向量的高效工具，原理就不过多介绍了，感兴趣的可以自行搜索，\n",
    "\n",
    "`gensim` 包提供了一个 `Python` 版的实现。\n",
    "\n",
    "- 源代码地址：https://github.com/RaRe-Technologies/gensim\n",
    "- 官方文档地址：http://radimrehurek.com/gensim/\n",
    "\n",
    "首先安装 `gensim`：\n",
    "\n",
    "    pip install gensim\n",
    "    \n",
    "安装完成之后，导入这个包："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using gpu device 1: Tesla C2075 (CNMeM is disabled, CuDNN not available)\n"
     ]
    }
   ],
   "source": [
    "import gensim"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 中文分词"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "虽然我们安装了 `gensim`，但我们还不可以直接使用它来进行 `Word2Vec` 的操作，因为 `Word2Vec` 中的词默认是用空格分隔的，而中文小说显然不符合这个要求，为此，我们需要对中文进行分词。\n",
    "\n",
    "一个比较好用的 `Python` 中文分词包叫做 `jieba` （结巴）。\n",
    "\n",
    "- 源代码地址：https://github.com/fxsjy/jieba\n",
    "\n",
    "安装 jieba：\n",
    "    \n",
    "    pip install jieba\n",
    "    \n",
    "导入："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import jieba"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`jieba` 包具有识别新词的能力，不过为了得到更准确的分词结果，我们可以将人名导入 `jieba` 库的字典，除此之外，我们还加入门派和武功的专有名词："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Building prefix dict from the default dictionary ...\n",
      "DEBUG:jieba:Building prefix dict from the default dictionary ...\n",
      "Loading model from cache /tmp/jieba.cache\n",
      "DEBUG:jieba:Loading model from cache /tmp/jieba.cache\n",
      "Loading model cost 0.370 seconds.\n",
      "DEBUG:jieba:Loading model cost 0.370 seconds.\n",
      "Prefix dict has been built succesfully.\n",
      "DEBUG:jieba:Prefix dict has been built succesfully.\n"
     ]
    }
   ],
   "source": [
    "for _, names in novel_names.iteritems():\n",
    "    for name in names:\n",
    "        jieba.add_word(name)\n",
    "        \n",
    "with open(\"kungfu.txt\") as f:\n",
    "    kungfu_names = [line.decode('utf8').strip() for line in f.readlines()]\n",
    "    \n",
    "with open(\"bangs.txt\") as f:\n",
    "    bang_names = [line.decode('utf8').strip() for line in f.readlines()]\n",
    "\n",
    "for name in kungfu_names:\n",
    "    jieba.add_word(name)\n",
    "\n",
    "for name in bang_names:\n",
    "    jieba.add_word(name)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "我们按照段落处理文本："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "处理：书剑恩仇录\n",
      "处理：天龙八部\n",
      "处理：碧血剑\n",
      "处理：越女剑\n",
      "处理：飞狐外传\n",
      "处理：侠客行\n",
      "处理：射雕英雄传\n",
      "处理：神雕侠侣\n",
      "处理：连城诀\n",
      "处理：鸳鸯刀\n",
      "处理：倚天屠龙记\n",
      "处理：白马啸西风\n",
      "处理：笑傲江湖\n",
      "处理：雪山飞狐\n",
      "处理：鹿鼎记\n"
     ]
    }
   ],
   "source": [
    "novels = [\"书剑恩仇录\", \n",
    "          \"天龙八部\",\n",
    "          \"碧血剑\",\n",
    "          \"越女剑\",\n",
    "          \"飞狐外传\",\n",
    "          \"侠客行\",\n",
    "          \"射雕英雄传\",\n",
    "          \"神雕侠侣\",\n",
    "          \"连城诀\",\n",
    "          \"鸳鸯刀\",\n",
    "          \"倚天屠龙记\",\n",
    "          \"白马啸西风\",\n",
    "          \"笑傲江湖\",\n",
    "          \"雪山飞狐\",\n",
    "          \"鹿鼎记\"]\n",
    "\n",
    "sentences = []\n",
    "\n",
    "for novel in novels:\n",
    "    print \"处理：{}\".format(novel)\n",
    "    with open('novels/{}.txt'.format(novel)) as f:\n",
    "        data = [line.decode('utf8').strip() for line in f.readlines() if line.decode('utf8').strip()]\n",
    "    for line in data:\n",
    "        words = list(jieba.cut(line))\n",
    "        sentences.append(words)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 训练模型"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "默认参数进行训练："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "model = gensim.models.Word2Vec(sentences, size=100, window=5, min_count=5, workers=4)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "我们可以把训练好的模型存到本地："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "model.save(\"louis_cha.model\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "从本地磁盘上读取模型："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "model = gensim.models.Word2Vec.load(\"louis_cha.model\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 相似度结果"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "有了模型，我们可以进行一些简单而有趣的测试。\n",
    "\n",
    "首先看与乔峰相似的人："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "段正淳 0.839533925056\n",
      "慕容复 0.800726354122\n",
      "虚竹 0.796926677227\n",
      "童姥 0.791711509228\n",
      "谢烟客 0.787050366402\n",
      "游坦之 0.786818385124\n",
      "余鱼同 0.780444204807\n",
      "袁承志 0.779631733894\n",
      "钟万仇 0.759801149368\n",
      "贝海石 0.756160736084\n"
     ]
    }
   ],
   "source": [
    "for k, s in model.most_similar(positive=[\"乔峰\", \"萧峰\"]):\n",
    "    print k, s"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "出来的都是出场较多的男性人物。\n",
    "\n",
    "再看看与阿朱相似的人："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "钟灵 0.789930582047\n",
      "阿紫 0.77720785141\n",
      "方怡 0.774438858032\n",
      "钟夫人 0.767169654369\n",
      "香香公主 0.763835728168\n",
      "王语嫣 0.761606991291\n",
      "青青 0.761157155037\n",
      "仪琳 0.75483584404\n",
      "木婉清 0.751208424568\n",
      "段誉 0.745343744755\n"
     ]
    }
   ],
   "source": [
    "for k, s in model.most_similar(positive=[\"阿朱\"]):\n",
    "    print k, s"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "这回出现的是一群女性角色。\n",
    "\n",
    "除了人物，我们可以看看门派："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "长乐帮 0.807791054249\n",
      "雪山派 0.793763160706\n",
      "峨嵋派 0.792181968689\n",
      "天地会 0.789434850216\n",
      "门人 0.785883545876\n",
      "红花会 0.78480899334\n",
      "恒山派 0.779587745667\n",
      "嵩山派 0.77581256628\n",
      "全真教 0.763592064381\n",
      "魔教 0.746910750866\n"
     ]
    }
   ],
   "source": [
    "for k, s in model.most_similar(positive=[\"丐帮\"]):\n",
    "    print k, s"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "这个出来的结果就是一堆门派。\n",
    "\n",
    "还可以看看武功秘籍："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "打狗棒法 0.89123404026\n",
      "空明拳 0.890258312225\n",
      "太极拳 0.884406626225\n",
      "一阳指 0.874251723289\n",
      "心法 0.874069094658\n",
      "八卦掌 0.864349603653\n",
      "绝招 0.864094853401\n",
      "乾坤大挪移 0.858512759209\n",
      "六合拳 0.852675139904\n",
      "拳法 0.848574995995\n"
     ]
    }
   ],
   "source": [
    "for k, s in model.most_similar(positive=[\"降龙十八掌\"]):\n",
    "    print k, s"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "在 Word2Vec 的模型里，有过“中国-北京=法国-巴黎”的例子，这里我们也可以找到这样的例子："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "给定“段誉”与“段公子”，“乔峰”和“乔帮主”有类似的关系\n"
     ]
    }
   ],
   "source": [
    "def find_relationship(a, b, c):\n",
    "    \"\"\"\n",
    "    返回 d\n",
    "    a与b的关系，跟c与d的关系一样\n",
    "    \"\"\"\n",
    "    d, _ = model.most_similar(positive=[c, b], negative=[a])[0]\n",
    "    print \"给定“{}”与“{}”，“{}”和“{}”有类似的关系\".format(a, b, c, d)\n",
    "\n",
    "find_relationship(\"段誉\", \"段公子\", \"乔峰\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "类似的："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "给定“郭靖”与“黄蓉”，“杨过”和“小龙女”有类似的关系\n",
      "给定“令狐冲”与“任我行”，“郭靖”和“黄药师”有类似的关系\n",
      "给定“郭靖”与“华筝”，“杨过”和“绿萼”有类似的关系\n"
     ]
    }
   ],
   "source": [
    "# 情侣对\n",
    "find_relationship(\"郭靖\", \"黄蓉\", \"杨过\")\n",
    "\n",
    "# 岳父女婿\n",
    "find_relationship(\"令狐冲\", \"任我行\", \"郭靖\")\n",
    "\n",
    "# 非情侣\n",
    "find_relationship(\"郭靖\", \"华筝\", \"杨过\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "以及，小宝你是有多爱男人："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "给定“杨过”与“小龙女”，“韦小宝”和“康熙”有类似的关系\n",
      "给定“令狐冲”与“盈盈”，“韦小宝”和“康熙”有类似的关系\n",
      "给定“张无忌”与“赵敏”，“韦小宝”和“康熙”有类似的关系\n"
     ]
    }
   ],
   "source": [
    "# 韦小宝\n",
    "find_relationship(\"杨过\", \"小龙女\", \"韦小宝\")\n",
    "find_relationship(\"令狐冲\", \"盈盈\", \"韦小宝\")\n",
    "find_relationship(\"张无忌\", \"赵敏\", \"韦小宝\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "除了人物之间的关系，门派武功之间的关系："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "给定“郭靖”与“降龙十八掌”，“黄蓉”和“打狗棒法”有类似的关系\n",
      "给定“武当”与“张三丰”，“少林”和“灭绝师太”有类似的关系\n",
      "给定“任我行”与“魔教”，“令狐冲”和“恒山派”有类似的关系\n"
     ]
    }
   ],
   "source": [
    "find_relationship(\"郭靖\", \"降龙十八掌\", \"黄蓉\")\n",
    "find_relationship(\"武当\", \"张三丰\", \"少林\")\n",
    "find_relationship(\"任我行\", \"魔教\", \"令狐冲\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 人物聚类分析"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "之前我们对文本进行 `Word2Vec` 的结果，是将一个中文词组，映射到了一个向量空间，因此，我们可以利用这个向量表示的空间，对这些词进行聚类分析。\n",
    "\n",
    "因为全部小说中的人物太多，我们考虑从单本小说进行入手："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "all_names = []\n",
    "word_vectors = None\n",
    "\n",
    "for name in novel_names[\"天龙八部\"]:\n",
    "    if name in model:\n",
    "        all_names.append(name)\n",
    "        if word_vectors is None:\n",
    "            word_vectors = model[name]\n",
    "        else:\n",
    "            word_vectors = np.vstack((word_vectors, model[name]))\n",
    "            \n",
    "all_names = np.array(all_names)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### KMeans"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "聚类我们可以使用很多方法，这里我们用 scikit-learn 自带的几种聚类方法进行聚类。\n",
    "\n",
    "先考虑 Kmeans："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from sklearn.cluster import KMeans"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "如果只分成3类，那么很明显地可以将众人分成主角，配角，跑龙套的三类："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "类别1：\n",
      "刀白凤 丁春秋 马夫人 巴天石 邓百川 风波恶 公冶乾 包不同 乌老大 云中鹤\n",
      "白世镜 本因 过彦之 司马林 玄慈 玄寂 玄难 叶二娘 左子穆 李秋水\n",
      "全冠清 阮星竹 朱丹臣 阿碧 波罗星 鸠摩智 耶律洪基 苏星河 段延庆 范骅\n",
      "赵钱孙 哲罗星 钟万仇 秦红棉 徐长老 崔百泉 萧远山 褚万里 慕容博 谭婆\n",
      "薛慕华\n",
      "\n",
      "类别2：\n",
      "马五德 小翠 不平道人 甘宝宝 天狼子 太皇太后 无崖子 止清 天山童姥 本参\n",
      "本观 本相 出尘子 冯阿三 古笃诚 兰剑 平婆婆 石嫂 司空玄 玄苦\n",
      "玄生 玄痛 耶律莫哥 李春来 李傀儡 刘竹庄 朴者和尚 许卓诚 竹剑 阿洪\n",
      "阿胜 陈孤雁 来福儿 努儿海 宋长老 苏辙 吴长风 辛双清 严妈妈 余婆婆\n",
      "岳老三 张全祥 单伯山 单季山 单小山 单正 段正明 宗赞王子 苟读 华赫艮\n",
      "郁光标 卓不凡 范百龄 哈大霸 吴光胜 梦姑 神山上人 神音 室里 姚伯当\n",
      "幽草 龚光杰 贾老者 康广陵 容子矩 桑土公 唐光雄 奚长老 诸保昆 崔绿华\n",
      "符敏仪 菊剑 梅剑 游骥 游驹 傅思归 葛光佩 缘根 鲍千灵 智光大师\n",
      "瑞婆婆 端木元 黎夫人 谭公 赫连铁树 谭青 摘星子 慧方 慧观 慧净\n",
      "慧真 穆贵妃 吴领军 易大彪\n",
      "\n",
      "类别3：\n",
      "木婉清 王语嫣 乔峰 萧峰 阿朱 阿紫 段誉 段正淳 钟灵 虚竹\n",
      "游坦之 慕容复\n"
     ]
    }
   ],
   "source": [
    "N = 3\n",
    "label = KMeans(N).fit(word_vectors).labels_\n",
    "\n",
    "for c in range(N):\n",
    "    print \"\\n类别{}：\".format(c+1)\n",
    "    for idx, name in enumerate(all_names[label==c]):\n",
    "        print name,\n",
    "        if idx % 10 == 9:\n",
    "            print \n",
    "    print"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "我们把众龙套去掉："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "类别1：\n",
      "刀白凤 马夫人 风波恶 包不同 乌老大 白世镜 司马林 叶二娘 左子穆 李秋水\n",
      "阮星竹 阿碧 苏星河 赵钱孙 钟万仇 秦红棉 崔百泉 萧远山 慕容博 谭婆\n",
      "薛慕华\n",
      "\n",
      "类别2：\n",
      "木婉清 王语嫣 阿朱 阿紫 段誉 钟灵 虚竹\n",
      "\n",
      "类别3：\n",
      "丁春秋 云中鹤 乔峰 萧峰 鸠摩智 段延庆 段正淳 游坦之 慕容复\n",
      "\n",
      "类别4：\n",
      "巴天石 邓百川 公冶乾 本因 过彦之 玄慈 玄寂 玄难 全冠清 朱丹臣\n",
      "波罗星 耶律洪基 范骅 哲罗星 徐长老 褚万里\n"
     ]
    }
   ],
   "source": [
    "N = 4\n",
    "c = sp.stats.mode(label).mode\n",
    "remain_names = all_names[label!=c]\n",
    "remain_vectors = word_vectors[label!=c]\n",
    "\n",
    "remain_label = KMeans(N).fit(remain_vectors).labels_\n",
    "\n",
    "for c in range(N):\n",
    "    print \"\\n类别{}：\".format(c+1)\n",
    "    for idx, name in enumerate(remain_names[remain_label==c]):\n",
    "        print name,\n",
    "        if idx % 10 == 9:\n",
    "            print \n",
    "    print"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "可以看到，段家的儿子和女儿倾向于聚在一起，而反派角色则倾向于被聚在一起。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 层级聚类"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "换一本小说："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "all_names = []\n",
    "word_vectors = None\n",
    "\n",
    "for name in novel_names[\"倚天屠龙记\"]:\n",
    "    if name in model:\n",
    "        all_names.append(name)\n",
    "        if word_vectors is None:\n",
    "            word_vectors = model[name]\n",
    "        else:\n",
    "            word_vectors = np.vstack((word_vectors, model[name]))\n",
    "            \n",
    "all_names = np.array(all_names)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "这次采用层级聚类的方式，调用的是 `Scipy` 中层级聚类的包："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import scipy.cluster.hierarchy as sch"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAnIAAAjGCAYAAABlBSO4AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n/wMcy2AC4a7DVwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc2efbc1c90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Y = sch.linkage(word_vectors, method=\"ward\")\n",
    "\n",
    "_, ax = plt.subplots(figsize=(10, 40))\n",
    "\n",
    "Z = sch.dendrogram(Y, orientation='right')\n",
    "idx = Z['leaves']\n",
    "\n",
    "ax.set_xticks([])\n",
    "ax.set_yticklabels(all_names[idx], fontproperties=font_yahei_consolas)\n",
    "ax.set_frame_on(False)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "来看红色聚类区的上半部分：\n",
    "\n",
    "与张教主相关的人物：两个女人，赵敏和周芷若；父母和义父。\n",
    "\n",
    "而红色聚类区的下半部分主要是明教与武当中与张无忌相关的部分。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 门派和武功"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "除了人物，我们还可以考虑对武功进行聚类分析："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAApoAAAevCAYAAACYg0BGAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nhsKgKUmSpKEwaEqSJGko/gMmlSG9Jv7dsQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc29bcf4150>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "all_names = []\n",
    "word_vectors = None\n",
    "for name in kungfu_names:\n",
    "    if name in model:\n",
    "        all_names.append(name)\n",
    "        if word_vectors is None:\n",
    "            word_vectors = model[name]\n",
    "        else:\n",
    "            word_vectors = np.vstack((word_vectors, model[name]))\n",
    "            \n",
    "all_names = np.array(all_names)\n",
    "\n",
    "Y = sch.linkage(word_vectors, method=\"ward\")\n",
    "\n",
    "_, ax = plt.subplots(figsize=(10, 35))\n",
    "\n",
    "Z = sch.dendrogram(Y, orientation='right')\n",
    "idx = Z['leaves']\n",
    "\n",
    "ax.set_xticks([])\n",
    "ax.set_yticklabels(all_names[idx], fontproperties=font_yahei_consolas)\n",
    "ax.set_frame_on(False)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "可以认为，一部分是主角比较厉害的武功，比较多的那部分只能算是配角们的武功。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "再来就是门派的聚类："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAnIAAAWBCAYAAAAWj3isAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nkiRJI8pATpIkaUQZyEmSJI2o/w/76w+iVQPcEQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc29bd4efd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "all_names = []\n",
    "word_vectors = None\n",
    "for name in bang_names:\n",
    "    if name in model:\n",
    "        all_names.append(name)\n",
    "        if word_vectors is None:\n",
    "            word_vectors = model[name]\n",
    "        else:\n",
    "            word_vectors = np.vstack((word_vectors, model[name]))\n",
    "            \n",
    "all_names = np.array(all_names)\n",
    "\n",
    "Y = sch.linkage(word_vectors, method=\"ward\")\n",
    "\n",
    "_, ax = plt.subplots(figsize=(10, 25))\n",
    "\n",
    "Z = sch.dendrogram(Y, orientation='right')\n",
    "idx = Z['leaves']\n",
    "\n",
    "ax.set_xticks([])\n",
    "ax.set_yticklabels(all_names[idx], fontproperties=font_yahei_consolas)\n",
    "ax.set_frame_on(False)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "比较少的这一类，基本都是在某几部小说中出现的主要门派，而大多数门派都是打酱油的。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 总结"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> 飞雪连天射白鹿，笑书神侠倚碧鸳。\n",
    "\n",
    "<p align=center><img src=\"http://d.hiphotos.baidu.com/baike/pic/item/cf1b9d16fdfaaf5120f00f5c8e5494eef11f7ac6.jpg\", width='30%'></p>"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
